{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "d6mFfH8cW34I",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ecad2fad-b9fc-4ea1-a687-39ba95546696"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting mtcnn\n",
            "  Downloading mtcnn-0.1.1-py3-none-any.whl (2.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.3 MB 4.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: keras>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from mtcnn) (2.8.0)\n",
            "Requirement already satisfied: opencv-python>=4.1.0 in /usr/local/lib/python3.7/dist-packages (from mtcnn) (4.6.0.66)\n",
            "Requirement already satisfied: numpy>=1.14.5 in /usr/local/lib/python3.7/dist-packages (from opencv-python>=4.1.0->mtcnn) (1.21.6)\n",
            "Installing collected packages: mtcnn\n",
            "Successfully installed mtcnn-0.1.1\n"
          ]
        }
      ],
      "source": [
        "!pip install mtcnn"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir images"
      ],
      "metadata": {
        "id": "ZQTZQRra_kGH"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "n0PzCGKSW34I",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5feafc1a-cfaf-47d9-a056-db293060cea4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-09-20 17:56:05--  https://github.com/Alireza-Akhavan/deep-face-recognition/raw/master/images/khandevane.jpg\n",
            "Resolving github.com (github.com)... 140.82.113.4\n",
            "Connecting to github.com (github.com)|140.82.113.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://raw.githubusercontent.com/Alireza-Akhavan/deep-face-recognition/master/images/khandevane.jpg [following]\n",
            "--2022-09-20 17:56:05--  https://raw.githubusercontent.com/Alireza-Akhavan/deep-face-recognition/master/images/khandevane.jpg\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 134153 (131K) [image/jpeg]\n",
            "Saving to: ‘images/khandevane.jpg’\n",
            "\n",
            "khandevane.jpg      100%[===================>] 131.01K  --.-KB/s    in 0.03s   \n",
            "\n",
            "2022-09-20 17:56:06 (4.65 MB/s) - ‘images/khandevane.jpg’ saved [134153/134153]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget https://github.com/Alireza-Akhavan/deep-face-recognition/raw/master/images/khandevane.jpg -P images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "eYzyCofxW34J",
        "outputId": "e42ff500-1bbe-4cf6-aa31-7117abe69661",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.1.0\n"
          ]
        }
      ],
      "source": [
        "import mtcnn\n",
        "# print version\n",
        "print(mtcnn.__version__)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "DIB3Fg2ZW34K"
      },
      "outputs": [],
      "source": [
        "from mtcnn.mtcnn import MTCNN\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "rod0yKeRW34K"
      },
      "outputs": [],
      "source": [
        "# load image from file\n",
        "pixels = plt.imread('test.jpg')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "vi18_7FkW34L",
        "outputId": "b5e34d9c-17c8-43c3-d40b-91cf04db19a4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:tensorflow:5 out of the last 23 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f8d6da87dd0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
            "WARNING:tensorflow:5 out of the last 13 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f8d6d8f7710> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"
          ]
        }
      ],
      "source": [
        "detector = MTCNN()\n",
        "# detect faces in the image\n",
        "results = detector.detect_faces(pixels)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "tU9DdLHEW34L",
        "outputId": "b48925e2-e64a-463d-f121-d505c8032605",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'box': [70, 97, 71, 103],\n",
              "  'confidence': 0.9973204731941223,\n",
              "  'keypoints': {'left_eye': (84, 139),\n",
              "   'right_eye': (119, 142),\n",
              "   'nose': (97, 165),\n",
              "   'mouth_left': (86, 176),\n",
              "   'mouth_right': (118, 177)}}]"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "results[1:5]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "4M9id8bNW34M"
      },
      "outputs": [],
      "source": [
        "# draw an image with detected objects\n",
        "def draw_facebox(filename, result_list):\n",
        "    # load the image\n",
        "    data = plt.imread(filename)\n",
        "    # plot the image\n",
        "    plt.imshow(data)\n",
        "    # get the context for drawing boxes\n",
        "    ax = plt.gca()\n",
        "    # plot each box\n",
        "    for result in result_list:\n",
        "        # get coordinates\n",
        "        x, y, width, height = result['box']\n",
        "        # create the shape\n",
        "        rect = plt.Rectangle((x, y), width, height, fill=False, color='green')\n",
        "        # draw the box\n",
        "        ax.add_patch(rect)\n",
        "        # show the plot\n",
        "    plt.savefig('result.png')\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "j7ENyu14W34M",
        "outputId": "d77f325d-7abc-48c3-dbda-21a238a0d21c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "draw_facebox('test.jpg', results)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "NHfhG2QeW34N"
      },
      "outputs": [],
      "source": [
        "# draw an image with detected objects\n",
        "def draw_facebox_and_keypoints(filename, result_list):\n",
        "    # load the image\n",
        "    data = plt.imread(filename)\n",
        "    # plot the image\n",
        "    plt.imshow(data)\n",
        "    # get the context for drawing boxes\n",
        "    ax = plt.gca()\n",
        "    # plot each box\n",
        "    for result in result_list:\n",
        "        # get coordinates\n",
        "        x, y, width, height = result['box']\n",
        "        # create the shape\n",
        "        rect = plt.Rectangle((x, y), width, height,fill=False, color='orange')\n",
        "        # draw the box\n",
        "        ax.add_patch(rect)\n",
        "        # draw the dots\n",
        "        for key, value in result['keypoints'].items():\n",
        "            # create and draw dot\n",
        "            dot = plt.Circle(value, radius=1, color='red')\n",
        "            ax.add_patch(dot)\n",
        "            # show the plot\n",
        "    plt.show()# filename = 'test1.jpg' # filename is defined above, otherwise uncomment"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "z-HKuEzXW34N",
        "outputId": "0f41495c-c378-446a-f97f-f972bc386a77",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "draw_facebox_and_keypoints('test.jpg', results)"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "SyLe-r-CH9SY"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "tf2",
      "language": "python",
      "name": "tf2"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.9"
    },
    "colab": {
      "provenance": [],
      "collapsed_sections": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}